Chunwei Tian

Academic Achievements (学术成果)

Highly Cited Papers（高被引论文）

C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia,23,1489-1502,2021. （Top international journal in multimedia field/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.182）(ESI highly cited papers)
C. Tian, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks,121:461-473,2020.(Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks,124,117-129,2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo, C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （ESI highly cited papers）
C. Tian, M. Zheng , W. Zuo, B. Zhang , Y. Zhang, D. Zhang. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition. 134:109050, 2023. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.518) (Proceedings of the International Association for Pattern Recognition/Top Journal of Computer Science Recognized by the Chinese Academy of Sciences)
Q. Zhang, J. Xiao, C. Tian*, J. Lin, S. Zhang. A robust deformed CNN for image denoising [J]. CAAI Transactions on Intelligence Technology, 2022. (Journal of the Chinese Society of Artificial Intelligence/First district of JRC/SCI-IF:7.985) (2022 Q2 “Wiley China Open Science High Contribution Author”) (ESI Highly Cited Paper)

Cover paper, Annual excellent paper（封面论文、年度优秀论文）

C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. （Top international journal in multimedia field/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.182）(Cover paper/ Excellent scientific and technological academic papers of a city)
C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Cover paper）
C. Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Journal of Chinese Society for Artificial Intelligence/First district of JRC /SCI-IF:7.985) （Excellent paper of the Year in 2020，Top 10 cited papers of journals in 2021）
C. Tian, Y. Xu, W. Zuo, C. Lin, D. Zhang. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:11.471) （Top international journal of automation and control systems and computer control）(Excellent Natural Science Paper of a City/Excellent Science and technology academic paper of a City in 2022)
Q. Zhang, J. Xiao, C. Tian, J. Lin, S. Zhang. A robust deformed CNN for image denoising [J]. CAAI Transactions on Intelligence Technology, 2022. （Journal of Chinese Society for Artificial Intelligence/First district of JRC/SCI-IF:7.985）（Second quarter 2022 “Wiley High Contribution Author of Open Science in China”）
C. Tian, M. Zheng , W. Zuo, B. Zhang , Y. Zhang, D. Zhang. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition. 134:109050, 2023. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.518) (Proceedings of the International Association for Pattern Recognition/Top Journal of Computer Science Recognized by the Chinese Academy of Sciences)

GitHub 2020 with contributed paper code（GitHub 2020年具有贡献论文代码）

C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （Paper code rated as the largest international open source code platform GitHub 2020 has contributed code）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Paper code rated as the largest international open source code platform GitHub 2020 has contributed code)
C. Tian, L. Fei, W. Zheng, Y. Xu, W. Zuo C. Lin. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131,251-275 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Paper code rated as the largest international open source code platform GitHub 2020 has contributed code)

Paper landing technique（论文落地技术）

C. Tian C, Y. Xu, W. Zuo. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) （The paper technology is invited to integrate and run on iHub, a high-quality artificial intelligence platform in China affiliated to National Laboratory (Pengcheng Laboratory)）
C Tian, Y. Xu, et al. Enhanced CNN for image denoising [J],CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019. (Journal of Chinese Society for Artificial Intelligence /SCI-IF:7.985) （Paper technology is invited to integrate and run on Profillic, an internationally renowned machine learning platform）
C. Tian, Y. Yuan, S. Zhang, C. Lin, W. Zuo, D. Zhang. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. Neural Networks, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Proceedings of the International Society for Neural Networks) （Open source security community OSCS included）
C. Tian, G. Zhu, Z. Wu, Y. Xu, W. Zuo, C. Chen, C. Lin. Lightweight Image Super-Resolution with Enhanced CNN[J].Knowledge-based systems, 2020:106235. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:8.139 ) （Journal of Chinese Society for Artificial Intelligence）（CoreML code for Apple -ios system adapted for mobile terminals by Japanese engineers）
C. Tian, Y. Xu, Z. Li, W. Zuo, L. Fei, H. Liu. Attention-guided CNN for Image Denoising[J]. Neural Networks, 124,117-129, 2020. (Proceedings of the International Society for Neural Networks/First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (The paper technology was purchased commercially by an American medical imaging company)
C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. (Top Journal in International Multimedia Field/District I of Chinese Academy of Sciences/District I of JCR /SCI-IF:8.182)（The open source security community OSCS collects and tests code as secure and reliable）

Journal papers (期刊论文)

Tian Chunwei, Zheng Menghua, Zuo Wangmeng, Zhang Bob, Zhang Yanning, Zhang David. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition, 2023, 134: 109050. (Top journal in pattern recognition / CAS Q1 / Best Paper Award of PR / ESI Highly Cited Paper / ESI Hot Paper / SCI-IF: 8.182)
Tian Chunwei, Xu Yong, Zuo Wangmeng, Zhang Bob, Fei Lunke, Lin Chia-Wen. Coarse-to-fine CNN for image super-resolution[J]. IEEE Transactions on Multimedia, 2021, 23: 1489-1502. (Top journal in multimedia / CAS Q1 / ESI Highly Cited Paper / IEEE TMM Cover Paper / Benchmark paper in image super-resolution / SCI-IF: 8.182)
Tian Chunwei, Xu Yong, Li Zuoyong, Zuo Wangmeng, Fei Lunke, Liu Hong. Attention-guided CNN for image denoising[J]. Neural Networks, 2020, 124: 117-129. (Top journal in neural networks / CAS Q1 / ESI Highly Cited Paper / Neural Networks Cover Paper / Applied commercially in medical CT systems / SCI-IF: 9.657)
Tian Chunwei, Xu Yong, Zuo Wangmeng. Image denoising using deep CNN with batch renormalization[J]. Neural Networks, 2020, 121: 461-473. (Top journal in neural networks / CAS Q1 / ESI Highly Cited Paper / Neural Networks Cover Paper / SCI-IF: 9.657)
Tian Chunwei, Zheng Menghua, Zuo Wangmeng, Zhang Shichao, Zhang Yanning, Lin Chia-Wen. A cross Transformer for image denoising[J]. Information Fusion, 2024, 102: 102043. (Top AI journal / CAS Q1 / ESI Highly Cited Paper / SCI-IF: 18.6)
Tian Chunwei, Fei Lunke, Zheng Wenxian, Xu Yong, Zuo Wangmeng, Lin Chia-Wen. Deep learning on image denoising: An overview[J]. Neural Networks, 2020, 131: 251-275. (Top journal in neural networks / CAS Q1 / ESI Highly Cited Paper / ESI Hot Paper / Neural Networks Cover Paper / SCI-IF: 9.657)
Tian Chunwei, Zhang Yanning, Zuo Wangmeng, Lin Chia-Wen, Zhang David, Yuan Yixuan. A heterogeneous group CNN for image super-resolution[J]. IEEE Transactions on Neural Networks and Learning Systems, 2024, 35(5): 6507–6519. (Top journal in machine learning / CAS Q1 / Benchmark paper in image super-resolution / SCI-IF: 10.4)
Tian Chunwei, Zheng Menghua, Lin Chia-Wen, Li Zhiwu, Zhang David. Heterogeneous window transformer for image denoising[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2024, 54(11): 6621–6632. (Top journal in automation and control / CAS Q1 / SCI-IF: 8.7)
Tian Chunwei, Xu Yong, Zuo Wangmeng, Lin Chia-Wen, Zhang David. Asymmetric CNN for image super-resolution[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022, 52(6): 3718–3730. (Top journal in control theory and computing / CAS Q1 / Benchmark paper in super-resolution / SCI-IF: 8.7)
Tian Chunwei, Zheng Menghua, Li Bo, Zhang Yanning, Zhang Shichao, Zhang David. Perceptive self-supervised learning network for noisy image watermark removal[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(8): 7069–7079. (Top video journal / CAS Q1 / SCI-IF: 8.4)
Tian Chunwei, Zheng Menghua, Jiao Tiancai, Zuo Wangmeng, Zhang Yanning, Lin Chia-Wen. A Self-supervised CNN for image watermark removal[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(8): 7566–7576. (Top video journal / CAS Q1 / SCI-IF: 8.4)
Tian Chunwei, Zhang Xuanyu, Liang Xu, Li Bo, Sun Yougang, Zhang Shichao. Knowledge Distillation With Fast CNN for License Plate Detection[J]. IEEE Transactions on Intelligent Vehicles, 2023. (Top journal in transportation / CAS Q1 / SCI-IF: 8.2)
Tian Chunwei, Song Mingjian, Fan Xiaopeng, Zheng Xiangtao, Zhang Bob, Zhang David. A Tree-Guided CNN for Image Super-Resolution[J]. IEEE Transactions on Consumer Electronics, 2025. (Top journal in consumer electronics / CAS Q2 / SCI-IF: 4.3)
Tian Chunwei, Liu Kai, Zhang Bob, Lin Chia-Wen, Zhang David. A Dynamic Transformer Network for Vehicle Detection[J]. IEEE Transactions on Consumer Electronics, 2025. (Top journal in consumer electronics / CAS Q2 / SCI-IF: 4.3)
Tian Chunwei, Cheng Tongtong, Peng Zhe, Zuo Wangmeng, Tian Yonglin, Zhang Qingfu, Wang Fei-Yue, Zhang David. A Survey on Deep Learning Fundamentals[J]. Artificial Intelligence Review, 2025. (CAS Q1 / SCI-IF: 13.9)
Huang Kan, Gui Jie, Li Xiang, Tian Chunwei. Hierarchical Space-Channel Context Correlation for Salient Object Detection[J]. *IEEE Transactions on Instrumentation and Measurement, 2025. (Top journal in measurement / CAS Q2 / SCI-IF: 5.6)
Huang Kan, Fang Leyuan, Tian Chunwei. Learning to Adapt Using Test-Time Images for Salient Object Detection in Optical Remote Sensing Images[J]. *IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 5651714. (Top journal in remote sensing / CAS Q1 / SCI-IF: 7.6)
Huang Kan, Li Nannan, Huang Jiarong, Tian Chunwei. Exploiting memory-based cross-image contexts for salient object detection in optical remote sensing images[J]. *IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 5614615. (Top journal in earth sciences / CAS Q1 / SCI-IF: 7.6)
Huang Kan, Tian Chunwei, Lin Chia-Wen. Progressive context-aware dynamic network for salient object detection in optical remote sensing images[J]. *IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 4703816. (Top journal in remote sensing / CAS Q1 / SCI-IF: 7.5)
Tian Chunwei, Yuan Yixuan, Zhang Shichao, Lin Chia-Wen, Zuo Wangmeng, Zhang David. Image super-resolution with an enhanced group convolutional neural network[J]. Neural Networks, 2022, 153: 373-385. (Top journal in neural networks / CAS Q1 / Benchmark paper in super-resolution / SCI-IF: 9.657)
Tian Chunwei, Xiao Jingyu, Zhang Bob, Zuo Wangmeng, Zhang Yudong, Lin Chia-Wen. A self-supervised network for image denoising and watermark removal[J]. Neural Networks, 2024: 106218. (Top journal in neural networks / CAS Q1 / SCI-IF: 9.657)
Tian Chunwei, Zhuge Ruibin, Wu Zhihao, Xu Yong, Zuo Wangmeng, Chen Chen, Lin Chia-Wen. Lightweight image super-resolution with enhanced CNN[J]. Knowledge-Based Systems, 2020, 205: 106235. (Top AI journal / CAS Q1 / Applied in Apple iOS systems / SCI-IF: 8.8)
Tian Chunwei, Xu Yong, Zuo Wangmeng, Du Bo, Lin Chia-Wen, Zhang David. Designing and training of a dual CNN for image denoising[J]. Knowledge-Based Systems, 2021, 226: 106949. (Top AI journal / CAS Q1 / SCI-IF: 8.8)
Tian Chunwei, Zhang Xuanyu, Zhang Qi, Yang Mingming, Ju Zhaojie. Image super-resolution via dynamic network[J]. CAAI Transactions on Intelligence Technology, 2024. (Top Chinese AI journal / Official journal of CAAI / CAS Q1 / SCI-IF: 8.4)
Tian Chunwei, Xu Yong, Fei Lunke, Wang Junqian, Wen Jie, Luo Nan. [J]. CAAI Transactions on Intelligence Technology, 2019, 4(1): 17-23. (Top Chinese AI journal / Official journal of CAAI / CAS Q1 / 2020 Excellent Paper Award / Integrated in Profillic ML platform / SCI-IF: 8.4)
Zhang Qi, Xiao Jingyu, Tian Chunwei, Lin Jerry Chun‐Wei, Zhang Shichao. A robust deformed CNN for image denoising[J]. *CAAI Transactions on Intelligence Technology, 2023, 8(2): 331-342. (Top computer science journal / CAS Q1 / ESI Highly Cited Paper / ESI Hot Paper / SCI-IF: 8.4)
田春伟，宋明键，左旺孟，杜博，张艳宁，张师超. 卷积神经网络在图像超分辨上的应用[J]. 智能系统学报, 2025. (A-class journal of Chinese Association for Artificial Intelligence)
Zhang Qi, Xiao Jingyu, Tian Chunwei, Xu Jiayu, Zhang Shichao, Lin Chia-Wen. A parallel and serial denoising network[J]. *Expert Systems with Applications, 2023, 231: 120628. (Top computer science journal / CAS Q1 / SCI-IF: 7.5)
Huang Kan, Tian Chunwei, Xu Zhijing, Li Nannan, Lin Jerry Chun-Wei. Motion context guided edge-preserving network for video salient object detection[J]. *Expert Systems with Applications, 2023, 233: 120739. (Top computer science journal / CAS Q1 / SCI-IF: 7.5)
Zhu Minling, Gong Yadong, Tian Chunwei. Improving 3D Object Detection in Neural Radiance Fields with Channel Attention[J]. *CAAI Transactions on Intelligence Technology, 2025. (Accepted / Top Chinese AI journal / Official journal of CAAI / CAS Q1 / SCI-IF: 8.4)
Yuan Di, Liao Donghai, Huang Feng, Qiu Zhaobing, Shu Xiu, Tian Chunwei, Liu Qiao. Hierarchical Attention Siamese Network for Thermal Infrared Target Tracking[J]. IEEE Transactions on Instrumentation and Measurement, 2024. (CAS Q2 / SCI-IF: 5.6)
Yang Kai, Li Qun, Tian Chunwei, Zhang Haijun, Shi Aiwu, Li Jinkai. DeforT: Deformable transformer for visual tracking[J]. Neural Networks, 2024, 176: 106380. (Top journal in neural networks / CAS Q1 / SCI-IF: 9.657)
Fei Lunke, Zhang Bob, Xu Yong, Tian Chunwei, Rida Imad, Zhang David. Jointly heterogeneous palmprint discriminant feature learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2021, 33(9): 4979-4990. (Top journal in machine learning / CAS Q1 / SCI-IF: 10.4)
Fei Lunke, Zhang Bob, Tian Chunwei, Teng Shaohua, Wen Jie. Jointly learning multi-instance hand-based biometric descriptor[J]. Information Sciences, 2021, 562: 1-12. (Top computer science journal / CAS Q1 / SCI-IF: 8.1)
Wen Jie, Fang Xiaozhao, Xu Yong, Tian Chunwei, Fei Lunke. Low-rank representation with adaptive graph regularization[J]. Neural Networks, 2018, 108: 83-96. (Top journal in neural networks / CAS Q1 / SCI-IF: 9.657)
Shu Xiu, Li Zhihui, Tian Chunwei, Chang Xiaojun, Yuan Di. An active learning model based on image similarity for skin lesion segmentation[J]. Neurocomputing, 2025, 630: 129690. (CAS Q2 / SCI-IF: 5.5)
Hu Yuxuan, Tian Chunwei, Zhang Jian, Zhang Shichao. Efficient image denoising with heterogeneous kernel-based CNN[J]. Neurocomputing, 2024, 592: 127799. (CAS Q2 / SCI-IF: 5.5)
Zhu Minling, Gong Yadong, Tian Chunwei, Zhu Zuyuan. A Systematic Survey of Transformer-Based 3D Object Detection for Autonomous Driving: Methods, Challenges and Trends[J]. Drones, 2024, 8(8): 412. (CAS Q2 / SCI-IF: 4.4)
Tian Yonglin, Lin Fei, Li Yiduo, Zhang Tengchao, Zhang Qiyao, Fu Xuan, Huang Jun, Dai Xingyuan, Wang Yutong, Tian Chunwei, Lie Bai, Lv Yisheng, Kovacs Levente, Wang Fei-Yue. UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility[J]. Information Fusion, 2025, 122: 103158. (Top AI journal / CAS Q1 / SCI-IF: 18.6)
Li Shengrong, Zhu Qi, Tian Chunwei, Shao Wei, Zhang Daoqiang. Interpretable Dynamic Brain Network Analysis with Functional and Structural Priors[J]. IEEE Transactions on Medical Imaging, 2025. (Top journal in medical imaging / CAS Q1 / SCI-IF: 9.8)
Zhao Yang, Chen Ziyang, He Junling, Li Wenting, Xiao Yao, Tian Chunwei, Zhang Yongjun. GIP-Stereo: Geometry-Aware Information Propagation Network for Stereo Matching[J]. Knowledge-Based Systems, 2025: 114062. (CAS Q1 / SCI-IF: 7.2)
Song Chao, Li Hao, Li Bo, Wang Jiacun, Tian Chunwei. Distributed Robust Data-Driven Event-Triggered Control for QUAVs under Stochastic Disturbances[J]. Defence Technology, 2025. (CAS Q2 / SCI-IF: 4.035)
Zhu Qi, Tian Chunwei, Zhang Daoqiang. Spatio-Temporal Evolutionary Graph Learning for Brain Network Analysis using Medical Imaging[J]. IEEE Transactions on Image Processing, 2025. (CAS Q1 / SCI-IF: 13.7 / CCF A)
Zeng Kun, Wu Yuntao, Li Zuoyong, Hu Rong, Tian Chunwei. DSCIL: Dynamic Selected Contrastive Instance Learning for Weakly Supervised Video Anomaly Detection[J]. Pattern Recognition, 2025. (CAS Q1 / SCI-IF: 7.6)
C. Tian, M. Zheng , W. Zuo, B. Zhang , Y. Zhang, D. Zhang. Multi-stage image denoising with the wavelet transform[J]. Pattern Recognition. 2022. (JCR Q1/SCI-IF:8.518)（Accepted）
C. Tian, Y. Zhang, W. Zuo, C. Lin, D. Zhang, Y. Yuan. A heterogenous group CNN for image super-resolution [J]. IEEE Transactions on Neural Networks and Learning Systems. 2022.　(JCR Q1/ CCF B/SCI-IF:14.255）（reported by AlWalker）
Tian C, Yuan Y, Zhang S, et al. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. arXiv preprint arXiv:2205.14548, 2022. ( JCR Q1/CCF-B/SCI IF: 8.05)(Accepted )
C. Tian, X. Zhang, J. Lin, W. Zuo, Y. Zhang. Generative adversarial networks for image super-resolution: a survey [J] . Generative adversarial networks for image super-resolution: a survey. arXiv:2204.13620. 2022.
K. Huang, C. Tian*, J. Su, J. Lin. Transformer-based cross reference network for video salient object detection[J]. Pattern Recognition Letters. 2022( JCR Q1/CCF-C/SCI IF: 3.756)(Accepted)
Q. Zhang, J. Xiao, C. Tian*, J. Lin, S. Zhang. A robust deformed CNN for image denoising[J]. CAAI Transactions on Intelligence Technology, 2022. (IF: 7.985) (Accepted)
Zheng M, Zhi K, Zeng J, C. Tian*, et al. A Hybrid CNN for Image Denoising[J]. Journal of Artificial Intelligence and Technology, 2022.
J. Song, J. Xiao, C. Tian*, Y. Hu, L. You, S. Zhang, A dual CNN for image super-resolution [J]. Electronics. 2022. (SCI 2.395) (Accepted)
J. Xiao, J. Xu, C. Tian*, P Han, S. Zhang. A Serial Attention Frame for Multi-Label Waste Bottle Classification[J]. Applied Sciences, 2022.(JCR Q2/SCI-IF 2.679)(Accepted)
L. Zhu, C. Zhang, J. Song, S. Zhang, C. Tian, X. Zhu. Deep Mult-Graph Hierarchical Enhanced Semantic Representation for Cross-Modal Retrieval [J]. IEEE Multimedia, 2021. (SCI 5.622) (Accepted)
Wang T, Liu Y, Yin Q, Geng J, Chen J, Yin X, Wang Y, Shang X, Tian C*, Wang Y*， Peng J*, Enhancing discoveries of molecular QTL stuides with small smaple size using summary statistic imputation [J]. Briefings in Bioinformatics, 2021. (SCI-IF:11.622) (Accepted)
Zhang H, Tian C*, You L, Li Z, Zong M, Design and Implementation on Matching between Music and Color [J]. Multimedia Tools and Applications, 2021. (CCF C/SCI-IF:2.757) (Accepted)
Tian C, Xu Y, Zuo W , Zhang B , Fei L , Lin C. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. [pdf][code] (CCF B/SCI-IF:8.182) (ESI Homepage paper)
J. Qin, L. Fei, J. Zhu, J. Wen, C. Tian, S. Wu. Scalable Discriminative Discrete Hashing For Large-scale Cross-model Retrieval [J]. 2021 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2021，4330-4334, 2021. (EI/CCF B)
Fei L, Zhang B, Xu Y, Tian C, Rida I, Zhang D. Jointly Heterogeneous Palmprint Discriminant Feature Learning[J]. IEEE Transactions on Neural Networks and Learning Systems, 2021. [pdf] (CCF B/SCI-IF:14.255)
Tian C, Xu Y, Zuo W, Du B, Lin C, Zhang D. Designing and Training of A Dual CNN for Image Denoising [J]. Knowledge-Based Systems, 226:106949, 2021. [pdf][code] (CCF C/SCI-IF:8.139)
Tian C, Xu Y, Zuo W, Lin C, Zhang D. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021. (SCI-IF:13.451)[pdf][code] (Accepted in 2021)(Acceptance rate of 10%)
Fel L, Zhang B, Tian C, Teng S, Wen J. Jointly Learning Multi-instance Hand-based Biometric Descriptor[J]. Information Sciences, 562:1-12, 2021. (CCF B/SCI-IF:6.795) [pdf]
Tian C, Fei L, Zheng W, Xu Y, Zuo W, Lin C. Deep Learning on Image Denoising: An overview[J]. Neural Networks,131, 251-275, 2020. [pdf] (CCF B/SCI-IF:9.657) (ESI Homepage paper)
Tian C, Zhu G, Wu Z, Xu Y, Zuo W, Chen C, Lin C. Lightweight Image Super-Resolution with Enhanced CNN[J]. Knowledge-Based Systems, 205:106235, 2020. [pdf][code][video](CCF C/SCI-IF:8.038)
Tian C , Xu Y, Li Z , Zuo W, Fei L, Liu H. Attention-guided CNN for Image Denoising [J]. Neural Networks,124, 117-129 , 2020. [pdf] [code] (CCF B/SCI-IF:9.657) （ESI Highly cited paper/Homepage paper）
Tian C, Xu Y, Zuo W. Image Denoising Using Deep CNN with Batch Renormalization [J]. Neural Networks, 121:461-473, 2020. [pdf] [code] (CCF B/SCI-IF:9.657) （ESI Highly cited paper/Homepage paper）
Tian C, Xu Y, et al. Enhanced CNN for image denoising [J]. CAAI Transaction on Intelligence Technology, 4(1), 17– 23, 2019.(IF: 7.985) [pdf] [code] (EI) （Best paper）
Xu Y, Li Z, Tian C, Yang J. Multiple vector representations of images and robust dictionary learning[J]. Pattern Recognition Letters, 2019, 128: 131-136. [pdf] (CCF C/ SCI-IF:3.756)
Wen J, Fang X, Xu Y, Tian C, Lun F. Low-rank representation with adative graph regularization[J]. Neural Networks, 2018, 108: 83-96. [pdf] [code] (CCF B/SCI-IF:8.05)
Tian C, Zhang Q, Sun G, et al. FFT Consolidated Sparse and Collaborative Representation for Image Classification[J]. Arabian Journal for Science and Engineering, 2018, 43(2): 741-758. (SCI-IF:2.334)
Qin Y, Tian C. Weighted Feature Space Representation with Kernel for Image Classification[J]. Arabian Journal for Science and Engineering, 2018,43(12) :7113-7125. (SCI-IF:2.334)
Tian C, Sun G, Zhang Q, et al. Integrating Sparse and Collaborative Representation Classifications for Image Classification[J]. International Journal of Image and Graphics, 2017, 17(02): 1750007.
Tian C, Zhang Q, Zhang J, et al. 2D-PCA Representation and Sparse Representation for Image Recognition[J]. Journal of Computational and Theoretical Nanoscience, 2017, 14(1): 829-834.
Tian C, Zhang Q, Sun G, et al. Weighted Nearest Neighbor Algorithm and Collaborative Representation for Image Classification[J]. Journal of Computational and Theoretical Nanoscience, 2016, 13(12): 9065-9070.
Zhang C, Gao X, Mohanmed O, Zhao R, Tong J, Tian C, Hu C. Research and Implementation of RGB-LED Mixed Light Matching along with Music Playing [J]. International Journal of Grid and Distributed Computing, 9(4):111-120.
Wang W, Yu Z, Tian C. An Analysis Algorithm of Pipe Burst in Water Supply Network and Its Implementation Based on GIS Components[J]. Journal of Harbin University of Science & Technology, 2015, 20(4).
Zhang H, Tian C , Lin G. Implementation of a Wireless Controlled Device with RGB Driving based on FFT[J]. International Journal of Multimedia and Ubiquitous Engineering, 2013, 8(6): 151-158. (EI)
Li D, Tian C, Li B, Sun G, K J. Network Traffic Classificaion Based on Subspace Clustering-based Method[J]. Journal of Harbin Unversity of Science & Technology, 2015, 20(2):63-68.
Zhang H, Tian C, Lin G. Design and Implementation of Mixed Light Effect Based on the Audio Signal Spectrum Analysis[J]. Journal of Harbin Unversity of Science & Technology, 2013.

Conference papers (会议论文)

Li Shengrong, Tian Chunwei, Zhu Qi, Zhang Daoqiang. HeLo: Heterogeneous Multi-Modal Fusion with Label Correlation for Emotion Distribution Learning[C]. ACM MM, 2025. (Top conference in multimedia / CCF A)
Li Shengrong, Zhu Qi, Tian Chunwei, Zhang Xinyang, Shao Wei, Wen Jie, Zhang Daoqiang. NeuroH-TGL: Neuro-Heterogeneity Guided Temporal Graph Learning Strategy for Brain Disease Diagnosis[C]. NeurIPS, 2025. (CCF A)
M. Zheng, K. Zhi, J. Zeng, C. Tian*, L. You. A hybrid CNN for image denoising [J]. Journal of Artificial Intelligence and Technology, 2022. (Accepted)
P. Wu, L. Fei, S. Li, C. Tian, B. Zhang, S. Teng. Towards pen-holding hand pose estimation a new benchmark and a coarse-to-fine PHHP estimation network[C]. ICASSP 2022. (Accepted)
T. Wang, Y. Wang, Z. Shao, H. Yang, S. Peng, X. Yin, Y. Zhang, X. Shang, C. Tian. J. Peng. Discovering eQTL Regulatory Patterns in Human Frontal Cortex Through eQTMotif [C]. The 20th International Conference on Bioinformatics (INCOB 2021) (EI). (Accepted)
M. Zheng, J. Xu, Y. Shen, C. Tian*, J. Li, L. Fei, M. Zong, X. Liu. Attention-based CNNs for image classification: A Survey[C]. The 2nd International Conference on Computer, Big Data and Artificial Intelligence (ICCBDAI 2021)], (EI/Oral paper) (Accepted)
Y. Deng, L. Fei, S. Zhao, W. Jia, J. Wen, C. Tian. Joint Multi-feature Learning for Facical Age Estimation [C]. The 6th Asian Conference on Pattern Recognition(ACPR 2021). (EI)(Accepted)
Fei L, Teng S, Wen J, Tian C, Liu D, Zhang W. Jointly Learning Compact Multi-instance FKP Descriptor [C]. International Joint Conference on Biometrics (IJCB), 2020. (EI-CCF C)
Fei L, Zhang B, Wen J, Tian C, Liu P, Zhao S. Joint Learning Multiple Curvature Descriptor for 3D Palmprint Recognition [C]//ICPR, 2020. [pdf] (EI-CCF C)
Fei L, Zhang B, Teng S, Gan Z, Tian C, Zhang W. Learning Discriminative Finger-knuckle-print Descriptor[C]// ICASSP 2019 :2137-2141. [pdf] (EI-CCF B)
Tian C, Xu Y, Fei L, Yan K. Deep Learning for Image Processing: A Survey[C]// The 12th International Conference on Genetic and Evolutionary Computing (ICGEC2018).2018: 563-572, Changzhou. [pdf] (EI)
Dong J, Tian C, Xu Y. Face liveness detection using color gradient features[C]//Security, Pattern Analysis, and Cybernetics (SPAC), 2017 International Conference on. IEEE, 2017: 377-382. (EI)
Fei L, Teng S, Wu J , Xu Y , Wen J, Tian C. Combining Enhanced Competitive Code with Compacted ST for 3D Palmprint Recognition //The 4th Asian Conference on Pattern Recognition (ACPR 2017) (EI-CCF C)
Tian C, Sun G , Zhu S, et al. WeChat identification based on network traffic characteristics [C]//Information Science and Electronic Engineering: Proceedings of the 3rd International Conference of Electronic Engineering and Information Science (ICEEIS 2016), January 4-5, 2016, Harbin, China. CRC Press, 2016: 319. (EI)
Tian C, Zhang Q, Sun G, et al. Linear discriminant analysis representation and CRC representation for image classification[C]//Computer and Communications (ICCC), 2016 2nd IEEE International Conference on. IEEE, 2016: 755-760. (EI)
Tian C, Zhang Q, Sun G. Multiple methods for wechat identification[C]//International Conference on Advanced Design and Manufacturing Engineering. 2016. (EI)
Zhang H, Zhao R, Tian C. Design and Implementation of the Music Player Based on Interface Chip CH378[C]//2015 Seventh International Conference on Advanced Communication and Networking (ACN). IEEE, 2015: 40-43. (EI)

Invited by MSU’s Graphics& Media Lab to participate in the production of international Super-resolution benchmark（受MSU’s Graphics& Media Lab邀请参加国际Super-resolution benchmark的制作）

C. Tian, Y. Yuan, S. Zhang, C. Lin, W. Zuo, D. Zhang. Image Super-resolution with An Enhanced Group Convolutional Neural Network[J]. Neural Networks, 2022. (First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:9.657) (Proceedings of the International Society for Neural Networks) （The production of international Super-Resolution Benchmark)
C. Tian, Y. Zhang, W. Zuo, C. Lin, D. Zhang, Y. Yuan. A heterogenous group CNN for image super-resolution [J]. IEEE Transactions on Neural Networks and Learning Systems. 2022.　(First district of Chinese Academy of Sciences/First district of JRC/SCI-IF:14.255) （The production of international Super-Resolution Benchmark)
C. Tian, Y. Xu, W. Zuo, B. Zhang, L. Fei, C. Lin. Coarse-to-fine CNN for image super-resolution [J]. IEEE Transactions on Multimedia, 23, 1489-1502, 2021. （The production of international Super-Resolution Benchmark)
C. Tian, Y. Xu, W. Zuo, C. Lin, D. Zhang. Asymmetric CNN for image super-resolution [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021. （The production of international Super-Resolution Benchmark)
C. Tian, G. Zhu, Z. Wu, Y. Xu, W. Zuo, C. Chen, C. Lin. Lightweight Image Super-Resolution with Enhanced CNN[J].Knowledge-based systems, 2020:106235. （The production of international Super-Resolution Benchmark)